Luigi Gerra, Tommaso Bucci, Arnaud Bisson, Alexandre Bodin, Bertrand Pierre, Giuseppe Boriani, Gregory Y H Lip, Laurent Fauchier
{"title":"心衰患者接受心脏再同步化治疗和除颤器(CRT-D)与预后相关的临床表型:一项无监督聚类分析","authors":"Luigi Gerra, Tommaso Bucci, Arnaud Bisson, Alexandre Bodin, Bertrand Pierre, Giuseppe Boriani, Gregory Y H Lip, Laurent Fauchier","doi":"10.1111/jce.16727","DOIUrl":null,"url":null,"abstract":"<p><strong>Background: </strong>Patients with heart failure undergoing cardiac resynchronization therapy (CRT) are a heterogenous and complex population.</p><p><strong>Objective: </strong>To identify different clusters of patients with CRT-D and to evaluate the associations with clinical outcomes, using cluster analysis (CAs).</p><p><strong>Methods: </strong>Three agglomerative hierarchical CAs were performed in CRT-D patients seen between 2010 and 2019 in French hospitals. Associations between clusters and death at 1 year and death during the whole follow-up (FU) were evaluated.</p><p><strong>Results: </strong>The study included 23 029 CRT-D patients, who were analyzed in three ways, as follows: the first group was a 50% random sample of all patients (n = 11 514), the second group included patients who were dead at 1 year (n = 1604) and the third group included those alive at 3 years FU (n = 14 228). A CA was performed on each group of patients. Four clusters were identified: Cluster 1 corresponded to the low-risk phenotype; Cluster 2 to patients with coronary artery disease (CAD) with few cardiovascular (CV) risk factors and comorbidities; Cluster 3 included patients with CV risk factors and comorbidities, but low CAD; Cluster 4 corresponded to clinically complex phenotype (CAD with CV risk factors and comorbidities). Compared with Cluster 1, Clusters 2, 3, and 4 were independently associated with an increased risk of all-cause death at 1-year FU and during the whole FU (Cluster 2: hazard ratio (HR) 1.21, 95% confidence interval (CI) 1.08-1.36; Cluster 3: HR 1.15, 95% CI 1.04-1.26; and Cluster 4: HR 1.79, 95% CI 1.65-1.96).</p><p><strong>Conclusion: </strong>CAs identified four statistically driven groups of CRT recipients, with specific clinical phenotypes and associated with different risks for all-cause death.</p>","PeriodicalId":15178,"journal":{"name":"Journal of Cardiovascular Electrophysiology","volume":" ","pages":""},"PeriodicalIF":2.3000,"publicationDate":"2025-05-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Clinical Phenotypes in Relation to Outcomes in Heart Failure Patients With Cardiac Resynchronization Therapy and Defibrillators (CRT-D): An Unsupervised Cluster Analysis.\",\"authors\":\"Luigi Gerra, Tommaso Bucci, Arnaud Bisson, Alexandre Bodin, Bertrand Pierre, Giuseppe Boriani, Gregory Y H Lip, Laurent Fauchier\",\"doi\":\"10.1111/jce.16727\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><strong>Background: </strong>Patients with heart failure undergoing cardiac resynchronization therapy (CRT) are a heterogenous and complex population.</p><p><strong>Objective: </strong>To identify different clusters of patients with CRT-D and to evaluate the associations with clinical outcomes, using cluster analysis (CAs).</p><p><strong>Methods: </strong>Three agglomerative hierarchical CAs were performed in CRT-D patients seen between 2010 and 2019 in French hospitals. Associations between clusters and death at 1 year and death during the whole follow-up (FU) were evaluated.</p><p><strong>Results: </strong>The study included 23 029 CRT-D patients, who were analyzed in three ways, as follows: the first group was a 50% random sample of all patients (n = 11 514), the second group included patients who were dead at 1 year (n = 1604) and the third group included those alive at 3 years FU (n = 14 228). A CA was performed on each group of patients. Four clusters were identified: Cluster 1 corresponded to the low-risk phenotype; Cluster 2 to patients with coronary artery disease (CAD) with few cardiovascular (CV) risk factors and comorbidities; Cluster 3 included patients with CV risk factors and comorbidities, but low CAD; Cluster 4 corresponded to clinically complex phenotype (CAD with CV risk factors and comorbidities). Compared with Cluster 1, Clusters 2, 3, and 4 were independently associated with an increased risk of all-cause death at 1-year FU and during the whole FU (Cluster 2: hazard ratio (HR) 1.21, 95% confidence interval (CI) 1.08-1.36; Cluster 3: HR 1.15, 95% CI 1.04-1.26; and Cluster 4: HR 1.79, 95% CI 1.65-1.96).</p><p><strong>Conclusion: </strong>CAs identified four statistically driven groups of CRT recipients, with specific clinical phenotypes and associated with different risks for all-cause death.</p>\",\"PeriodicalId\":15178,\"journal\":{\"name\":\"Journal of Cardiovascular Electrophysiology\",\"volume\":\" \",\"pages\":\"\"},\"PeriodicalIF\":2.3000,\"publicationDate\":\"2025-05-19\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Journal of Cardiovascular Electrophysiology\",\"FirstCategoryId\":\"3\",\"ListUrlMain\":\"https://doi.org/10.1111/jce.16727\",\"RegionNum\":3,\"RegionCategory\":\"医学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q2\",\"JCRName\":\"CARDIAC & CARDIOVASCULAR SYSTEMS\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Cardiovascular Electrophysiology","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.1111/jce.16727","RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"CARDIAC & CARDIOVASCULAR SYSTEMS","Score":null,"Total":0}
Clinical Phenotypes in Relation to Outcomes in Heart Failure Patients With Cardiac Resynchronization Therapy and Defibrillators (CRT-D): An Unsupervised Cluster Analysis.
Background: Patients with heart failure undergoing cardiac resynchronization therapy (CRT) are a heterogenous and complex population.
Objective: To identify different clusters of patients with CRT-D and to evaluate the associations with clinical outcomes, using cluster analysis (CAs).
Methods: Three agglomerative hierarchical CAs were performed in CRT-D patients seen between 2010 and 2019 in French hospitals. Associations between clusters and death at 1 year and death during the whole follow-up (FU) were evaluated.
Results: The study included 23 029 CRT-D patients, who were analyzed in three ways, as follows: the first group was a 50% random sample of all patients (n = 11 514), the second group included patients who were dead at 1 year (n = 1604) and the third group included those alive at 3 years FU (n = 14 228). A CA was performed on each group of patients. Four clusters were identified: Cluster 1 corresponded to the low-risk phenotype; Cluster 2 to patients with coronary artery disease (CAD) with few cardiovascular (CV) risk factors and comorbidities; Cluster 3 included patients with CV risk factors and comorbidities, but low CAD; Cluster 4 corresponded to clinically complex phenotype (CAD with CV risk factors and comorbidities). Compared with Cluster 1, Clusters 2, 3, and 4 were independently associated with an increased risk of all-cause death at 1-year FU and during the whole FU (Cluster 2: hazard ratio (HR) 1.21, 95% confidence interval (CI) 1.08-1.36; Cluster 3: HR 1.15, 95% CI 1.04-1.26; and Cluster 4: HR 1.79, 95% CI 1.65-1.96).
Conclusion: CAs identified four statistically driven groups of CRT recipients, with specific clinical phenotypes and associated with different risks for all-cause death.
期刊介绍:
Journal of Cardiovascular Electrophysiology (JCE) keeps its readership well informed of the latest developments in the study and management of arrhythmic disorders. Edited by Bradley P. Knight, M.D., and a distinguished international editorial board, JCE is the leading journal devoted to the study of the electrophysiology of the heart.